Jan Vanthienen

According to our database1, Jan Vanthienen authored at least 174 papers between 1981 and 2019.

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Bibliography

2019
Complexity metrics for DMN decision models.
Computer Standards & Interfaces, 2019

The value of big data for credit scoring: Enhancing financial inclusion using mobile phone data and social network analytics.
Appl. Soft Comput., 2019

Context-Aware BPM Using IoT-Integrated Context Ontologies and IoT-Enhanced Decision Models.
Proceedings of the 21st IEEE Conference on Business Informatics, 2019

Towards a comprehensive understanding of the context concepts in context-aware business processes.
Proceedings of the 11th International Conference on Subject-Oriented Business Process Management, 2019

What Roles Do Decisions Play in Context-aware Business Process Management?
Proceedings of the 21st International Conference on Enterprise Information Systems, 2019

A DMN-Based Method for Context-Aware Business Process Modeling Towards Process Variability.
Proceedings of the Business Information Systems - 22nd International Conference, 2019

2018
Discovering hidden dependencies in constraint-based declarative process models for improving understandability.
Inf. Syst., 2018

Time series for early churn detection: Using similarity based classification for dynamic networks.
Expert Syst. Appl., 2018

Predicting interpurchase time in a retail environment using customer-product networks: An empirical study and evaluation.
Expert Syst. Appl., 2018

What we know and what we do not know about DMN.
Enterprise Modelling and Information Systems Architectures, 2018

Predicting tax avoidance by means of social network analytics.
Decision Support Systems, 2018

Augmenting processes with decision intelligence: Principles for integrated modelling.
Decision Support Systems, 2018

A Case-Based Inquiry into the Decision Model and Notation (DMN) and the Knowledge Base (KB) Paradigm.
Proceedings of the Rules and Reasoning - Second International Joint Conference, 2018

Redesigning Processes for Decision-Awareness: Strategies for Integrated Modelling.
Proceedings of the 11th International Conference on the Quality of Information and Communications Technology, 2018

Credit Scoring for Good: Enhancing Financial Inclusion with Smartphone-Based Microlending.
Proceedings of the International Conference on Information Systems, 2018

Measuring the Complexity of DMN Decision Models.
Proceedings of the Business Process Management Workshops, 2018

2017
Defining analytics maturity indicators: A survey approach.
Int J. Information Management, 2017

Social network analytics for churn prediction in telco: Model building, evaluation and network architecture.
Expert Syst. Appl., 2017

Developing a Modelling and Mining Framework for Integrated Processes and Decisions.
Proceedings of the On the Move to Meaningful Internet Systems. OTM 2017 Workshops, 2017

A Service-Oriented Architecture Design of Decision-Aware Information Systems: Decision as a Service - (Short Paper).
Proceedings of the On the Move to Meaningful Internet Systems. OTM 2017 Conferences, 2017

Integrating Processes, Cases, and Decisions for Knowledge-Intensive Process Modelling.
Proceedings of the 1st International Workshop on Practicing Open Enterprise Modeling within OMiLAB (PrOse 2017) co-located with 10th IFIP WG 8.1 Working Conference on the Practice of Enterprise Modelling (PoEM 2017), 2017

Towards Assessing the Theoretical Complexity of the Decision Model and Notation (DMN).
Proceedings of the Joint Proceedings of the Radar tracks at the 18th International Working Conference on Business Process Modeling, 2017

Towards a Holistic Discovery of Decisions in Process-Aware Information Systems.
Proceedings of the Business Process Management - 15th International Conference, 2017

Challenges in Refactoring Processes to Include Decision Modelling.
Proceedings of the Business Process Management Workshops, 2017

2016
On the gap between reality and registration: a business event analysis classification framework.
Information Technology and Management, 2016

Exploring business process modelling paradigms and design-time to run-time transitions.
Enterprise IS, 2016

Enabling flexible location-aware business process modeling and execution.
Decision Support Systems, 2016

A guide for the application of analytics on healthcare processes: A dynamic view on patient pathways.
Comp. in Bio. and Med., 2016

Erratum to: Mixed-Paradigm Process Modeling with Intertwined State Spaces.
Business & Information Systems Engineering, 2016

Mixed-Paradigm Process Modeling with Intertwined State Spaces.
Business & Information Systems Engineering, 2016

Combining DMN and the Knowledge Base Paradigm for Flexible Decision Enactment.
Proceedings of the Supplementary Proceedings of the RuleML 2016 Challenge, 2016

Improving Understandability of Declarative Process Models by Revealing Hidden Dependencies.
Proceedings of the Advanced Information Systems Engineering, 2016

Modeling and Enacting Enterprise Decisions.
Proceedings of the Advanced Information Systems Engineering Workshops, 2016

Consistent Integration of Decision (DMN) and Process (BPMN) Models.
Proceedings of the CAiSE'16 Forum, 2016

Model Checking of Mixed-Paradigm Process Models in a Discovery Context - Finding the Fit Between Declarative and Procedural.
Proceedings of the Business Process Management Workshops, 2016

Decision Mining in a Broader Context: An Overview of the Current Landscape and Future Directions.
Proceedings of the Business Process Management Workshops, 2016

A comparative study of social network classifiers for predicting churn in the telecommunication industry.
Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2016

2015
Context-adaptive Petri nets: Supporting adaptation for the execution context.
Expert Syst. Appl., 2015

Declarative business process modelling: principles and modelling languages.
Enterprise IS, 2015

Fusion Miner: Process discovery for mixed-paradigm models.
Decision Support Systems, 2015

On Smart Data, Decisions and Processes.
Proceedings of the KDIR 2015, 2015

Gamification of Declarative Process Models for Learning and Model Verification.
Proceedings of the Business Process Management Workshops - BPM 2015, 13th International Workshops, Innsbruck, Austria, August 31, 2015

2014
Determining Process Model Precision and Generalization with Weighted Artificial Negative Events.
IEEE Trans. Knowl. Data Eng., 2014

Clinical Pathway Analytics.
JITR, 2014

Acquiring logistics process intelligence: Methodology and an application for a Chinese bulk port.
Expert Syst. Appl., 2014

A dynamic understanding of customer behavior processes based on clustering and sequence mining.
Expert Syst. Appl., 2014

Monitoring care processes in the gynecologic oncology department.
Comp. in Bio. and Med., 2014

Making Business Environments Smarter: A Context-Adaptive Petri Net Approach.
Proceedings of the 2014 IEEE 11th Intl Conf on Ubiquitous Intelligence and Computing and 2014 IEEE 11th Intl Conf on Autonomic and Trusted Computing and 2014 IEEE 14th Intl Conf on Scalable Computing and Communications and Its Associated Workshops, 2014

Multi-paradigm Process Mining: Retrieving Better Models by Combining Rules and Sequences - (Short Paper).
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2014 Conferences, 2014

Event-Based Real-Time Decomposed Conformance Analysis.
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2014 Conferences, 2014

Declarative process discovery with evolutionary computing.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

Towards Location-Aware Process Modeling and Execution.
Proceedings of the Business Process Management Workshops, 2014

Extending CPN Tools with Ontologies to Support the Management of Context-Adaptive Business Processes.
Proceedings of the Business Process Management Workshops, 2014

2013
Active Trace Clustering for Improved Process Discovery.
IEEE Trans. Knowl. Data Eng., 2013

Comprehensive rule-based compliance checking and risk management with process mining.
Decision Support Systems, 2013

A comprehensive investigation of the applicability of process mining techniques for enterprise risk management.
Computers in Industry, 2013

SeDeS 2013 PC Co-Chairs Message.
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2013 Workshops, 2013

Modeling Business Decisions and Processes - Which Comes First?.
Proceedings of the KDIR/KMIS 2013 - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval and the International Conference on Knowledge Management and Information Sharing, Vilamoura, Algarve, Portugal, 19, 2013

Business Rule Patterns and Their Application to Process Analytics.
Proceedings of the 17th IEEE International Enterprise Distributed Object Computing Conference Workshops, 2013

A comprehensive benchmarking framework (CoBeFra) for conformance analysis between procedural process models and event logs in ProM.
Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, 2013

Investigating Service Behavior Variance in Port Logistics from a Process Perspective.
Proceedings of the Business Process Management Workshops, 2013

An Exploratory Approach for Understanding Customer Behavior Processes Based on Clustering and Sequence Mining.
Proceedings of the Business Process Management Workshops, 2013

Volvo IT Belgium VINST.
Proceedings of the 3rd Business Process Intelligence Challenge co-located with 9th International Business Process Intelligence Workshop (BPI 2013), 2013

Uncovering the Relationship Between Event Log Characteristics and Process Discovery Techniques.
Proceedings of the Business Process Management Workshops, 2013

Validating and Enhancing Declarative Business Process Models Based on Allowed and Non-occurring Past Behavior.
Proceedings of the Business Process Management Workshops, 2013

2012
A multi-dimensional quality assessment of state-of-the-art process discovery algorithms using real-life event logs.
Inf. Syst., 2012

Getting a Grasp on Clinical Pathway Data: An Approach Based on Process Mining.
Proceedings of the Emerging Trends in Knowledge Discovery and Data Mining - PAKDD 2012 International Workshops: DMHM, GeoDoc, 3Clust, and DSDM, Kuala Lumpur, Malaysia, May 29, 2012

Modeling Decision Structures and Dependencies.
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2012 Workshops, 2012

SeDeS 2012 PC Co-chairs Message.
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2012 Workshops, 2012

Rule-Based Business Process Mining: Applications for Management.
Proceedings of the Management Intelligent Systems - First International Symposium, 2012

Moving Across Paradigms between the Process Design and Enactment Phase in Enterprise Information Systems.
Proceedings of the ICEIS 2012 - Proceedings of the 14th International Conference on Enterprise Information Systems, Volume 3, Wroclaw, Poland, 28 June, 2012

Leveraging process discovery with trace clustering and text mining for intelligent analysis of incident management processes.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

Improved Artificial Negative Event Generation to Enhance Process Event Logs.
Proceedings of the Advanced Information Systems Engineering, 2012

On the Distinction between Truthful, Invisible, False and Unobserved Events An Event Existence Classification Framework and the Impact on Business Process Analytics Related Research Areas.
Proceedings of the 18th Americas Conference on Information Systems, 2012

2011
Performance of classification models from a user perspective.
Decision Support Systems, 2011

An empirical evaluation of the comprehensibility of decision table, tree and rule based predictive models.
Decision Support Systems, 2011

Information mining - Reflections on recent advancements and the road ahead in data, text, and media mining.
Decision Support Systems, 2011

Process discovery in event logs: An application in the telecom industry.
Appl. Soft Comput., 2011

Rules, Tables and Decisions: A Family History Tale.
Proceedings of the Rule-Based Modeling and Computing on the Semantic Web, 2011

On the Relation between Decision Structures, Tables and Processes.
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2011 Workshops, 2011

SWWS 2011, MONET 2011 and SeDeS 2011 PC Co-chairs' Message.
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2011 Workshops, 2011

A robust F-measure for evaluating discovered process models.
Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, 2011

An Exploratory Approach to Process Lifecycle Transitions from a Paradigm-Based Perspective.
Proceedings of the Enterprise, Business-Process and Information Systems Modeling, 2011

A Prototype Tool for the Event-Driven Enforcement of SBVR Business Rules.
Proceedings of the Business Process Management Workshops, 2011

Advanced Care-Flow Mining and Analysis.
Proceedings of the Business Process Management Workshops, 2011


2010
Credit rating prediction using Ant Colony Optimization.
JORS, 2010

A Transformation from SBVR Business Rules into Event Coordinated Rules by Means of SBVR Patterns.
Proceedings of the Towards a Service-Based Internet. ServiceWave 2010 Workshops, 2010

A Critical Evaluation Study of Model-Log Metrics in Process Discovery.
Proceedings of the Business Process Management Workshops, 2010

Unified Patterns to Transform Business Rules into an Event Coordination Mechanism.
Proceedings of the Business Process Management Workshops, 2010

2009
50 years of data mining and OR: upcoming trends and challenges.
JORS, 2009

Robust Process Discovery with Artificial Negative Events.
J. Mach. Learn. Res., 2009

2008
Rule Extraction from Support Vector Machines: An Overview of Issues and Application in Credit Scoring.
Proceedings of the Rule Extraction from Support Vector Machines, 2008

A Data Miner's Approach to Country Corruption Analysis.
Proceedings of the Intelligence and Security Informatics, Techniques and Applications, 2008

Minerva: Sequential Covering for Rule Extraction.
IEEE Trans. Systems, Man, and Cybernetics, Part B, 2008

Rule-based business process modelling and enactment.
IJBPIM, 2008

Predicting going concern opinion with data mining.
Decision Support Systems, 2008

Semantic Decision Tables: Self-organizing and Reorganizable Decision Tables.
Proceedings of the Database and Expert Systems Applications, 19th International Conference, 2008

2007
Classification With Ant Colony Optimization.
IEEE Trans. Evolutionary Computation, 2007

Comprehensible credit scoring models using rule extraction from support vector machines.
European Journal of Operational Research, 2007

Inferring descriptive and approximate fuzzy rules for credit scoring using evolutionary algorithms.
European Journal of Operational Research, 2007

A new approach for measuring rule set consistency.
Data Knowl. Eng., 2007

Specifying Process-Aware Access Control Rules in SBVR.
Proceedings of the Advances in Rule Interchange and Applications, International Symposium, 2007

Declarative Process Modeling with Business Vocabulary and Business Rules.
Proceedings of the On the Move to Meaningful Internet Systems 2007: OTM 2007 Workshops, 2007

A Vocabulary and Execution Model for Declarative Service Orchestration.
Proceedings of the Business Process Management Workshops, 2007

Process Mining as First-Order Classification Learning on Logs with Negative Events.
Proceedings of the Business Process Management Workshops, 2007

2006
Failure prediction with self organizing maps.
Expert Syst. Appl., 2006

Special issue on intelligent information systems for financial engineering.
Expert Syst. Appl., 2006

A process model to develop an internal rating system: Sovereign credit ratings.
Decision Support Systems, 2006

Country Corruption Analysis with Self Organizing Maps and Support Vector Machines.
Proceedings of the Intelligence and Security Informatics, International Workshop, 2006

Evaluation of Information Retrieval and Text Mining Tools on Automatic Named Entity Extraction.
Proceedings of the Intelligence and Security Informatics, 2006

Intelligent Information Retrieval Tools for Police.
Proceedings of the Intelligence and Security Informatics, 2006

Evaluation of Web Robot Discovery Techniques: A Benchmarking Study.
Proceedings of the Advances in Data Mining, 2006

Multi-Criteria Evaluation of Information Retrieval Tools.
Proceedings of the ICEIS 2006, 2006

ITER: An Algorithm for Predictive Regression Rule Extraction.
Proceedings of the Data Warehousing and Knowledge Discovery, 8th International Conference, 2006

Experiences with Modeling and Verification of Regulations.
Proceedings of the CAISE*06 Workshop on Regulations Modelling and their Validation and Verification ReMo2V '06, 2006

Compliant and Flexible Business Processes with Business Rules.
Proceedings of the CAISE*06 Workshop on Business Process Modelling, 2006

Designing Compliant Business Processes with Obligations and Permissions.
Proceedings of the Business Process Management Workshops, 2006

Business Rules for Compliant Business Process Models.
Proceedings of the Business Information Systems, 2006

Assessing the State of the Art of Commercial Tools for Unstructured Information Exploitation.
Proceedings of the Business Information Systems, 2006

Ant-Based Approach to the Knowledge Fusion Problem.
Proceedings of the Ant Colony Optimization and Swarm Intelligence, 2006

Knowledge Integration in Information Systems Education Through an (Inter)active Platform of Analysis and Modelling Case Studies.
Proceedings of the Advances in Information Systems, 4th International Conference, 2006

2005
Neural network survival analysis for personal loan data.
JORS, 2005

Filter- versus wrapper-based feature selection for credit scoring.
Int. J. Intell. Syst., 2005

From Knowledge Discovery to Implementation: Developing Business Intelligence Systems using Decision Tables.
Proceedings of the WM 2005: Professional Knowledge Management - Experiences and Visions, Contributions to the 3rd Conference Professional Knowledge Management, 2005

From Knowledge Discovery to Implementation: A Business Intelligence Approach Using Neural Network Rule Extraction and Decision Tables.
Proceedings of the Professional Knowledge Management, Third Biennial Conference, 2005

A Comprehensible SOM-Based Scoring System.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2005

2004
Benchmarking Least Squares Support Vector Machine Classifiers.
Machine Learning, 2004

Bayesian network classifiers for identifying the slope of the customer lifecycle of long-life customers.
European Journal of Operational Research, 2004

Improving the Scalability of Rule Base Verification Using Binary Decision Diagrams: An Empirical Study.
Proceedings of the KI 2004: Advances in Artificial Intelligence, 2004

Comprehensible Credit-Scoring Knowledge Visualization Using Decision Tables and Diagrams.
Proceedings of the Enterprise Information Systems VI, 2004

Comprehensible Credit-Scoring Knowledge Visualization Using Decision Tables and Diagrams.
Proceedings of the ICEIS 2004, 2004

Web Usage Mining with Time Constrained Association Rules.
Proceedings of the ICEIS 2004, 2004

Organizing Decentralized Support for a Virtual Learning Environment.
Proceedings of the Cognition and Exploratory Learning in Digital Age (CELDA'04), 2004

Decision Diagrams in Machine Learning: An Empirical Study on Real-Life Credit-Risk Data.
Proceedings of the Diagrammatic Representation and Inference, 2004

Efficient Rule Base Verification Using Binary Decision Diagrams.
Proceedings of the Database and Expert Systems Applications, 15th International Conference, 2004

2003
Using Neural Network Rule Extraction and Decision Tables for Credit - Risk Evaluation.
Management Science, 2003

Benchmarking state-of-the-art classification algorithms for credit scoring.
JORS, 2003

Building Intelligent Credit Scoring Systems Using Decision Tables.
Proceedings of the ICEIS 2003, 2003

Bankruptcy prediction with least squares support vector machine classifiers.
Proceedings of the 2003 IEEE International Conference on Computational Intelligence for Financial Engineering, 2003

2002
Comparing a genetic fuzzy and a neurofuzzy classifier for credit scoring.
Int. J. Intell. Syst., 2002

Bayesian neural network learning for repeat purchase modelling in direct marketing.
European Journal of Operational Research, 2002

Learning Bayesian Network Classifiers for Credit Scoring Using Markov Chain Monte Carlo Search.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Proof Running Two State-Of-The-Art Pattern Recognition Techniques in the Field of Direct Marketing.
Proceedings of the ICEIS 2002, 2002

2001
Wrapped input selection using multilayer perceptrons for repeat-purchase modeling in direct marketing.
Int. Syst. in Accounting, Finance and Management, 2001

Knowledge discovery in a direct marketing case using least squares support vector machines.
Int. J. Intell. Syst., 2001

Building Credit-Risk Evaluation Expert Systems Using Neural Network Rule Extraction and Decision Tables.
Proceedings of the International Conference on Information Systems, 2001

2000
Validation and verification of knowledge-based systems: report on EUROVAV99.
Knowledge Eng. Review, 2000

Improving a neuro-fuzzy classifier using exploratory factor analysis.
Int. J. Intell. Syst., 2000

A synthesis of fuzzy rule-based system verification.
Fuzzy Sets and Systems, 2000

Knowledge Discovery Using Least Squares Support Vector Machine Classifiers: A Direct Marketing Case.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 2000

An empirical assessment of kernel type performance for least squares support vector machine classifiers.
Proceedings of the Fourth International Conference on Knowledge-Based Intelligent Information Engineering Systems & Allied Technologies, 2000

Wrapped Feature Selection by Means of Guided Neural Network Optimization.
Proceedings of the 15th International Conference on Pattern Recognition, 2000

1999
Illustrating Knowledge Base Restructuring and Verification in a Real World Application.
Proceedings of the Validation and Verification of Knowledge Based Systems, 1999

1998
An Illustration of Verification and Validation in the Modelling Phase of KBS Development.
Data Knowl. Eng., 1998

Verification and Validation of Knowledge-Based Systems: Report on Two 1997 Events.
AI Magazine, 1998

Modelling Decision Tables from Data.
Proceedings of the Research and Development in Knowledge Discovery and Data Mining, 1998

Extracting complete and consistent knowledge patterns from data.
Proceedings of the 1998 European Workshop on Validation and Verification of Knowledge-Based Systems, 1998

1997
Inter-Tabular Verification in an Interactive Environment.
Proceedings of the Fourth European Symposium on the Validation and Verification of Knowledge-Based Systems, 1997

1996
Incorporating fuzziness in the classical decision table formalism.
Int. J. Intell. Syst., 1996

Clustering Knowledge in Tabular Knowledge Bases.
Proceedings of the Eigth International Conference on Tools with Artificial Intelligence, 1996

Integrating Statistical Audit Evidence with Belief Function Theory.
Proceedings of the Practical Reasoning, 1996

A General Framework for Positioning, Evaluating and Selecting the New Generation of Development Tools.
Proceedings of the 22rd EUROMICRO Conference '96, 1996

1995
Integration of the Decision Table Formalism with a Relational Environment
Inf. Syst., 1995

Restructuring and simplifying rule bases.
Proceedings of the Seventh International Conference on Tools with Artificial Intelligence, 1995

A Modeling Approach to KBS Verification.
Proceedings of the European Symposium on the Validation and Verification of Knowledge-Based Systems, 1995

1994
From Decision Tables to Expert System Shells.
Data Knowl. Eng., 1994

Managing decision table knowledge in a relational database environment.
Proceedings of the SEKE'94, 1994

Restructuring and Optimizing Knowledge Representations.
Proceedings of the Sixth International Conference on Tools with Artificial Intelligence, 1994

1993
Illustration of a Decision Table Tool for Specifying and Implementing Knowledge Based Systems.
Proceedings of the Fifth International Conference on Tools with Artificial Intelligence, 1993

Developing Legal Knowledge Based Systems Using Decision Tables.
Proceedings of the Fourth International Conference on Artificial intelligence and Law, 1993

1990
An Expert System Interface for Consultation of Decision Table Systems.
Proceedings of the International Conference on Database and Expert Systems Applications, 1990

1985
A note on English for decision tables considered harmful and the nested IF-THEN-ELSE.
SIGPLAN Notices, 1985

1981
Procedural Decision Support Through The Use of PRODEMO.
Proceedings of the 2nd International Conference on Information Systems, 1981


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